{"id":"W4416329674","doi":"10.1186/s12882-025-04563-9","title":"A mixed-methods protocol to explore psychological distress and psychosocial needs along the continuum of CKD care— a single healthcare network","year":2025,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval; Centre hospitalier universitaire de Québec","funders":"Fonds de Recherche du Québec - Santé; Centre Hospitalier Universitaire de Québec; Amgen; Amgen Canada; Fondation CHU de Québec; Université Laval","keywords":"Psychosocial; Psychological distress; Protocol (science); Health care; Distress; Nephrology; Public health; MEDLINE","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004042506,0.0001701162,0.0005110067,0.0001266337,0.0001082076,0.00002021061,0.0001627425,0.0001433838,0.00004339763],"category_scores_gemma":[0.0001002216,0.0001059981,0.0001653801,0.0005686067,0.0002227689,0.00001486845,0.0001789356,0.0001588005,0.000003054339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928126,"about_ca_system_score_gemma":0.00003968454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006963154,"about_ca_topic_score_gemma":0.0005459958,"domain_scores_codex":[0.9981979,0.0005805317,0.0004099358,0.0003322016,0.000137995,0.0003414355],"domain_scores_gemma":[0.9990412,0.0001979477,0.0001156167,0.0003954,0.0001119547,0.0001379028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01114171,0.001928497,0.1121901,0.002764451,0.0008857845,0.00005494118,0.006627607,0.00006901613,0.002442759,0.01928296,0.2451083,0.5975038],"study_design_scores_gemma":[0.00518971,0.00264905,0.676895,0.0004007938,0.0005970352,0.00001198293,0.006740979,0.00005263812,0.0001976408,0.002926459,0.3040722,0.0002665257],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.865445,0.001393314,0.01665825,0.02796007,0.001064682,0.07886802,0.00002043216,0.0001226718,0.008467587],"genre_scores_gemma":[0.9403671,0.00001038996,0.009217075,0.009413571,0.0005833407,0.03999166,0.00002475554,0.00001960452,0.00037249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5972373,"threshold_uncertainty_score":0.4322475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05544288785480937,"score_gpt":0.4065698759833767,"score_spread":0.3511269881285674,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}